Skoltech course, Introduction to Digital Agriculture, 3 term
-
Introduction - Course Introduction
- Introduction to Digital Agriculture
- Lectures
- Homeworks
-
Statistics in agriculture - Basic statistics in agriculture and environmental sciences
- Lecture
- Seminar R
- Homework
-
CV for phenotyping - CV and Deep Learning techniques for apple segmentation
- Lecture
- Seminar OpenCV
- Homework
-
Crop models - Crop simulation models
- Crop simulation models and examples
- Sensitivity analysis of crop simulation models
- Homework
-
Agro optimization - Optimization of agricultural practices
- Gradient-free optimization and crop simulation models
- Irrigation shedule optimization
- Homework
-
Computer Vision - Antarctic - Computer Vision - Antarctic Station case
- Computer vision for greenhouse
- Introduction to CNN
-
Satellite Imagery - Remote sensing in the agriculture
- Computer vision and Satellite images for agriculture
- CNN for crops classification
- Mariia Pukalchik - Instructor
- Dmitrii Shadrin - TA
- Polina Tregubova
- Mikhail Gasanov
- Sergey Nesteruk
- Nikita Stasenko
- Svetlana Illarionova
- Ivan Matvienko
- and others
mikhail.gasanov[a]skoltech.ru